MRI-Based Assessment of Risk for Stroke in Moyamoya Angiopathy (MARS-MMA): An MRI-Based Scoring System for the Severity of Moyamoya Angiopathy.
Leonie ZerweckConstantin RoderGanna BlazhenetsPeter MartusJohannes ThurowPatrick HaasArne EstlerGeorg GohlaChrister RuffNadja SeloUrs WürtembergerNadia KhanUwe KloseUlrike ErnemannPhilipp T MeyerTill-Karsten HauserPublished in: Diagnostics (Basel, Switzerland) (2024)
Before revascularization, moyamoya patients require hemodynamic evaluation. In this study, we evaluated the scoring system Prior Infarcts , Reactivity and Angiography in Moyamoya Disease (PIRAMID). We also devised a new scoring system, MRI-Based Assessment of Risk for Stroke in Moyamoya Angiopathy (MARS-MMA), and compared the scoring systems with respect to the capability to predict impaired [ 15 O]water PET cerebral perfusion reserve capacity (CPR). We evaluated 69 MRI, 69 DSA and 38 [ 15 O]water PET data sets. The PIRAMID system was validated by ROC curve analysis with neurological symptomatology as a dependent variable. The components of the MARS-MMA system and their weightings were determined by binary logistic regression analysis. The comparison of PIRAMID and MARS-MMA was performed by ROC curve analysis. The PIRAMID score correlated well with the symptomatology (AUC = 0.784). The MARS-MMA system, including impaired breath-hold-fMRI, the presence of the Ivy sign and arterial wall contrast enhancement, correlated slightly better with CPR impairment than the PIRAMID system (AUC = 0.859 vs. 0.827, Akaike information criterion 140 vs. 146). For simplified clinical use, we determined three MARS-MMA grades without loss of diagnostic performance (AUC = 0.855). The entirely MRI-based MARS-MMA scoring system might be a promising tool to predict the risk of stroke.
Keyphrases
- contrast enhanced
- magnetic resonance imaging
- computed tomography
- middle cerebral artery
- atrial fibrillation
- cardiac arrest
- diffusion weighted imaging
- magnetic resonance
- end stage renal disease
- newly diagnosed
- chronic kidney disease
- cardiopulmonary resuscitation
- pet ct
- positron emission tomography
- ejection fraction
- coronary artery disease
- peritoneal dialysis
- percutaneous coronary intervention
- blood brain barrier
- prognostic factors
- optical coherence tomography
- electronic health record
- pet imaging
- brain injury
- health information
- artificial intelligence
- data analysis